Universal DoS Attack on VideoSimpleQA
89.4Token CountRandom Noise
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Random NoiseVictim Model=LLaVA-NeXT-Video-7B2026.03 | 89.4 | 2.72 | 96.25 | 1.31 | 2.98 | 0.18 | |
| Verbose ImagesVictim Model=LLaVA-NeXT-Video-7B2026.03 | 89.4 | 2.72 | 96.25 | 1.32 | 2.99 | 0.18 | |
| NICGSlowDownVictim Model=LLaVA-NeXT-Video-7B2026.03 | 89.4 | 2.72 | 94.15 | 1.08 | 2.78 | 0.07 | |
| VidDoSVictim Model=LLaVA-NeXT-Video-7B2026.03 | 89.4 | 2.72 | 352.15 | 6.52 | 9.69 | 6.97 | |
| Random NoiseVictim Model=Video-LLaVA-7B-hf2026.03 | 30.65 | 1.05 | 28.3 | 0.96 | 1.01 | -0.04 | |
| Verbose ImagesVictim Model=Video-LLaVA-7B-hf2026.03 | 30.65 | 1.05 | 28.5 | 0.97 | 1.01 | -0.05 | |
| NICGSlowDownVictim Model=Video-LLaVA-7B-hf2026.03 | 30.65 | 1.05 | 32.4 | 1.04 | 1.13 | 0.08 | |
| VidDoSVictim Model=Video-LLaVA-7B-hf2026.03 | 30.65 | 1.05 | 462.55 | 17.92 | 12.67 | 11.62 | |
| Random NoiseVictim Model=Qwen3-VL-4B-Instruct2026.03 | 28.95 | 1.22 | 86.8 | 1.16 | 3.56 | -0.09 | |
| Verbose ImagesVictim Model=Qwen3-VL-4B-Instruct2026.03 | 28.95 | 1.22 | 86.55 | 1.1 | 3.56 | -0.09 | |
| NICGSlowDownVictim Model=Qwen3-VL-4B-Instruct2026.03 | 28.95 | 1.22 | 31.3 | 2.18 | 1.26 | 0.04 | |
| VidDoSVictim Model=Qwen3-VL-4B-Instruct2026.03 | 28.95 | 1.22 | 169.55 | 30.61 | 6.86 | 5.64 |